Week 3 - Daily R Nuggets
~Hari Subhash~ Mario Bonifacio
Date created: 2019-04-04
CHEATSHEETS
KEYBOARD SHORTCUTS:
- Assignment operator (<-) is
Alt+-for Windows andOption+-for Mac - Insert new code chunk
Ctrl+Alt+Ifor Windows andCommand+Option+Ifor Mac - Run a line of code
Ctrl+Enterfor Windows andCommand+Enterfor Mac - Run all the code within a chunk
Ctrl+Shift+Enterfor Windows andCommand+Shift+Enterfor Mac - Insert a pipe operator (%>%)
Ctrl+Shift+Mfor Windows andCommand+Shift+Mfor Mac
INSTRUCTIONS:
- Use the cheatsheets, shortcuts, help files and the internet to solve these tasks. If nothing works post your error on the Questions channel on Slack using a code snippet with the error message as the title.
- You can complete these as daily tasks or in bulk. Each task set should take you about 30 to 45 minutes to complete. You will be using the nycflights13 and tidyverse packages for these tasks.
- Provide the answers to each question under it.
DEADLINE: Wed 27th, 2019
Day 1
- Get the structure of the flights data set using the
str()command.
library(tidyverse); library(nycflights13)## -- Attaching packages ----------------------------------------------------------------------------------------------------------------------------------------------------------------- tidyverse 1.2.1 --## v ggplot2 3.1.0 v purrr 0.3.2
## v tibble 2.1.1 v dplyr 0.8.0.1
## v tidyr 0.8.3 v stringr 1.4.0
## v readr 1.3.1 v forcats 0.4.0## -- Conflicts -------------------------------------------------------------------------------------------------------------------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()str(flights)## Classes 'tbl_df', 'tbl' and 'data.frame': 336776 obs. of 19 variables:
## $ year : int 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 ...
## $ month : int 1 1 1 1 1 1 1 1 1 1 ...
## $ day : int 1 1 1 1 1 1 1 1 1 1 ...
## $ dep_time : int 517 533 542 544 554 554 555 557 557 558 ...
## $ sched_dep_time: int 515 529 540 545 600 558 600 600 600 600 ...
## $ dep_delay : num 2 4 2 -1 -6 -4 -5 -3 -3 -2 ...
## $ arr_time : int 830 850 923 1004 812 740 913 709 838 753 ...
## $ sched_arr_time: int 819 830 850 1022 837 728 854 723 846 745 ...
## $ arr_delay : num 11 20 33 -18 -25 12 19 -14 -8 8 ...
## $ carrier : chr "UA" "UA" "AA" "B6" ...
## $ flight : int 1545 1714 1141 725 461 1696 507 5708 79 301 ...
## $ tailnum : chr "N14228" "N24211" "N619AA" "N804JB" ...
## $ origin : chr "EWR" "LGA" "JFK" "JFK" ...
## $ dest : chr "IAH" "IAH" "MIA" "BQN" ...
## $ air_time : num 227 227 160 183 116 150 158 53 140 138 ...
## $ distance : num 1400 1416 1089 1576 762 ...
## $ hour : num 5 5 5 5 6 5 6 6 6 6 ...
## $ minute : num 15 29 40 45 0 58 0 0 0 0 ...
## $ time_hour : POSIXct, format: "2013-01-01 05:00:00" "2013-01-01 05:00:00" ...- The
$notation is used in base R to pull out columns from a data frame. Its usage is as followsdf$columnName, where df is the dataframe (or tibble) you are interested in pulling a column denoted by columnName from. Use this syntax to pull out thecarriercolumn from the flights tibble and store it in a variable calledflightCarrier.
flightcarrier <- flights$carrier
str(flightcarrier)## chr [1:336776] "UA" "UA" "AA" "B6" "DL" "UA" "B6" "EV" "B6" "AA" "B6" ...- Get the length of the
flightCarriervector and compare it with the number of rows in the flights data using the==operator. It should return true. Search the internet for the function to find the number of rows of a dataframe.
length(flightcarrier) == nrow(flights)## [1] TRUE- Use the
unique()function on theflightCarriervariable you created in the previous step to find the unique list of carriers in the flights dataset. Replace theflightCarrierwith this new vector of unique values.
flightcarrier <- unique(flightcarrier)
flightcarrier ## [1] "UA" "AA" "B6" "DL" "EV" "MQ" "US" "WN" "VX" "FL" "AS" "9E" "F9" "HA"
## [15] "YV" "OO"- Print the new length of the
flightCarriervector.
length(flightcarrier)## [1] 16- Get the data type of the
flightCarriervector usingtypeof(), is it the same as the type denoted instr(). (The output from thestr()function abbreviates the type so for instance integer is denoted as int.)
typeof(flightcarrier)## [1] "character"str(flightcarrier)## chr [1:16] "UA" "AA" "B6" "DL" "EV" "MQ" "US" "WN" "VX" "FL" "AS" ...print('Yes, the flightcarrier vector is a chr. vector')## [1] "Yes, the flightcarrier vector is a chr. vector"- Use pipes to combine steps 2 and 4. Like so
df$columnName %>% unique().
flightcarrier <- flights$carrier %>%
unique()
str(flightcarrier)## chr [1:16] "UA" "AA" "B6" "DL" "EV" "MQ" "US" "WN" "VX" "FL" "AS" ...- Use the
pull()function instead of the$notation to achieve the same result as above. Save this aspulledCarrier
pulledCarrier <- pull(.data = flights, var = carrier) %>%
unique()
str(pulledCarrier)## chr [1:16] "UA" "AA" "B6" "DL" "EV" "MQ" "US" "WN" "VX" "FL" "AS" ...- Use this function
identical()to establish that thepulledCarrierandflightCarrierare the same.
identical(pulledCarrier,flightcarrier)## [1] TRUE- Now try the same step as 8 with
select()instead of pull. Save this asselectedCarrier
selectedCarrier <- flights %>%
select(.,carrier) %>%
unique()
str(selectedCarrier)## Classes 'tbl_df', 'tbl' and 'data.frame': 16 obs. of 1 variable:
## $ carrier: chr "UA" "AA" "B6" "DL" ...- Use the
identical()function to establish thatselectedCarrierandflightCarrierare not the same.
identical(selectedCarrier,flightcarrier)## [1] FALSE- Why aren’t
selectedCarrierandflightCarrieridentical? Think about the data structure thatselect()returns compared to that forpull()/$
print('select() returns a list while pull() returns a vector')## [1] "select() returns a list while pull() returns a vector"Day 2
- Arrange flights in the descending order of arrival delay and ascending order of departure delay.
arrange(flights,desc(arr_delay),dep_delay)- Use three different ways of your choice to select the first 5 columns from the flights tibble. (using number indices, column names, a range, helper functions etc).
library(nycflights13)
library(tidyverse)
str(flights)## Classes 'tbl_df', 'tbl' and 'data.frame': 336776 obs. of 19 variables:
## $ year : int 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 ...
## $ month : int 1 1 1 1 1 1 1 1 1 1 ...
## $ day : int 1 1 1 1 1 1 1 1 1 1 ...
## $ dep_time : int 517 533 542 544 554 554 555 557 557 558 ...
## $ sched_dep_time: int 515 529 540 545 600 558 600 600 600 600 ...
## $ dep_delay : num 2 4 2 -1 -6 -4 -5 -3 -3 -2 ...
## $ arr_time : int 830 850 923 1004 812 740 913 709 838 753 ...
## $ sched_arr_time: int 819 830 850 1022 837 728 854 723 846 745 ...
## $ arr_delay : num 11 20 33 -18 -25 12 19 -14 -8 8 ...
## $ carrier : chr "UA" "UA" "AA" "B6" ...
## $ flight : int 1545 1714 1141 725 461 1696 507 5708 79 301 ...
## $ tailnum : chr "N14228" "N24211" "N619AA" "N804JB" ...
## $ origin : chr "EWR" "LGA" "JFK" "JFK" ...
## $ dest : chr "IAH" "IAH" "MIA" "BQN" ...
## $ air_time : num 227 227 160 183 116 150 158 53 140 138 ...
## $ distance : num 1400 1416 1089 1576 762 ...
## $ hour : num 5 5 5 5 6 5 6 6 6 6 ...
## $ minute : num 15 29 40 45 0 58 0 0 0 0 ...
## $ time_hour : POSIXct, format: "2013-01-01 05:00:00" "2013-01-01 05:00:00" ...flights %>%
select(1:5)flights[,1:5]cbind(pull(flights,'year'),pull(flights,'month'),pull(flights,'day'),pull(flights,'dep_time'),pull(flights,'sched_dep_time'))## [,1] [,2] [,3] [,4] [,5]
## [1,] 2013 1 1 517 515
## [2,] 2013 1 1 533 529
## [3,] 2013 1 1 542 540
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## [5,] 2013 1 1 554 600
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## [1786,] 2013 1 3 32 2359
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## [2147,] 2013 1 3 1213 1220
## [2148,] 2013 1 3 1217 1200
## [2149,] 2013 1 3 1219 1217
## [2150,] 2013 1 3 1220 1220
## [2151,] 2013 1 3 1221 1125
## [2152,] 2013 1 3 1223 1144
## [2153,] 2013 1 3 1225 1225
## [2154,] 2013 1 3 1227 1230
## [2155,] 2013 1 3 1228 1235
## [2156,] 2013 1 3 1230 1235
## [2157,] 2013 1 3 1233 1200
## [2158,] 2013 1 3 1233 1225
## [2159,] 2013 1 3 1235 1240
## [2160,] 2013 1 3 1239 1240
## [2161,] 2013 1 3 1239 1240
## [2162,] 2013 1 3 1240 1245
## [2163,] 2013 1 3 1241 1244
## [2164,] 2013 1 3 1242 1250
## [2165,] 2013 1 3 1245 1245
## [2166,] 2013 1 3 1249 1251
## [2167,] 2013 1 3 1250 1250
## [2168,] 2013 1 3 1250 1300
## [2169,] 2013 1 3 1250 1300
## [2170,] 2013 1 3 1253 1300
## [2171,] 2013 1 3 1253 1300
## [2172,] 2013 1 3 1253 1257
## [2173,] 2013 1 3 1254 1259
## [2174,] 2013 1 3 1254 1259
## [2175,] 2013 1 3 1255 1300
## [2176,] 2013 1 3 1255 1255
## [2177,] 2013 1 3 1256 1216
## [2178,] 2013 1 3 1257 1259
## [2179,] 2013 1 3 1257 1255
## [2180,] 2013 1 3 1258 1253
## [2181,] 2013 1 3 1300 1308
## [2182,] 2013 1 3 1300 1300
## [2183,] 2013 1 3 1303 1300
## [2184,] 2013 1 3 1305 1315
## [2185,] 2013 1 3 1306 1302
## [2186,] 2013 1 3 1306 1259
## [2187,] 2013 1 3 1307 1301
## [2188,] 2013 1 3 1307 1237
## [2189,] 2013 1 3 1309 1229
## [2190,] 2013 1 3 1309 1300
## [2191,] 2013 1 3 1310 1315
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## [2194,] 2013 1 3 1313 1258
## [2195,] 2013 1 3 1314 1230
## [2196,] 2013 1 3 1315 1315
## [2197,] 2013 1 3 1318 1325
## [2198,] 2013 1 3 1321 1320
## [2199,] 2013 1 3 1321 1115
## [2200,] 2013 1 3 1326 1330
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## [2202,] 2013 1 3 1328 1320
## [2203,] 2013 1 3 1331 1330
## [2204,] 2013 1 3 1333 1245
## [2205,] 2013 1 3 1333 1330
## [2206,] 2013 1 3 1334 1315
## [2207,] 2013 1 3 1335 1330
## [2208,] 2013 1 3 1336 1340
## [2209,] 2013 1 3 1338 1320
## [2210,] 2013 1 3 1340 1345
## [2211,] 2013 1 3 1346 1335
## [2212,] 2013 1 3 1346 1350
## [2213,] 2013 1 3 1348 1350
## [2214,] 2013 1 3 1348 1350
## [2215,] 2013 1 3 1349 1350
## [2216,] 2013 1 3 1351 1355
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## [2218,] 2013 1 3 1354 1345
## [2219,] 2013 1 3 1354 1324
## [2220,] 2013 1 3 1357 1350
## [2221,] 2013 1 3 1358 1356
## [2222,] 2013 1 3 1403 1329
## [2223,] 2013 1 3 1404 1400
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## [2225,] 2013 1 3 1409 1411
## [2226,] 2013 1 3 1411 1315
## [2227,] 2013 1 3 1413 1345
## [2228,] 2013 1 3 1414 1415
## [2229,] 2013 1 3 1415 1351
## [2230,] 2013 1 3 1415 1418
## [2231,] 2013 1 3 1417 1420
## [2232,] 2013 1 3 1417 1418
## [2233,] 2013 1 3 1418 1357
## [2234,] 2013 1 3 1418 1422
## [2235,] 2013 1 3 1418 1341
## [2236,] 2013 1 3 1419 1410
## [2237,] 2013 1 3 1421 1415
## [2238,] 2013 1 3 1425 1429
## [2239,] 2013 1 3 1427 1420
## [2240,] 2013 1 3 1427 1420
## [2241,] 2013 1 3 1428 1435
## [2242,] 2013 1 3 1431 1430
## [2243,] 2013 1 3 1431 1435
## [2244,] 2013 1 3 1432 1435
## [2245,] 2013 1 3 1433 1437
## [2246,] 2013 1 3 1436 1429
## [2247,] 2013 1 3 1437 1429
## [2248,] 2013 1 3 1438 1445
## [2249,] 2013 1 3 1438 1445
## [2250,] 2013 1 3 1441 1335
## [2251,] 2013 1 3 1441 1440
## [2252,] 2013 1 3 1443 1442
## [2253,] 2013 1 3 1443 1357
## [2254,] 2013 1 3 1445 1445
## [2255,] 2013 1 3 1446 1450
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## [2257,] 2013 1 3 1447 1425
## [2258,] 2013 1 3 1448 1445
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## [2260,] 2013 1 3 1449 1445
## [2261,] 2013 1 3 1449 1500
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## [2263,] 2013 1 3 1451 1500
## [2264,] 2013 1 3 1452 1455
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## [2268,] 2013 1 3 1453 1439
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## [2275,] 2013 1 3 1455 1446
## [2276,] 2013 1 3 1456 1459
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## [2280,] 2013 1 3 1458 1500
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## [2282,] 2013 1 3 1459 1457
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## [2285,] 2013 1 3 1502 1510
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## [2287,] 2013 1 3 1503 1221
## [2288,] 2013 1 3 1503 1505
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## [2290,] 2013 1 3 1505 1509
## [2291,] 2013 1 3 1507 1515
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## [2295,] 2013 1 3 1510 1510
## [2296,] 2013 1 3 1511 1506
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## [2299,] 2013 1 3 1516 1505
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## [2302,] 2013 1 3 1519 1527
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## [2305,] 2013 1 3 1521 1510
## [2306,] 2013 1 3 1522 1520
## [2307,] 2013 1 3 1523 1517
## [2308,] 2013 1 3 1523 1530
## [2309,] 2013 1 3 1525 1506
## [2310,] 2013 1 3 1525 1530
## [2311,] 2013 1 3 1527 1522
## [2312,] 2013 1 3 1528 1530
## [2313,] 2013 1 3 1529 1450
## [2314,] 2013 1 3 1530 1530
## [2315,] 2013 1 3 1530 1530
## [2316,] 2013 1 3 1533 1530
## [2317,] 2013 1 3 1536 1518
## [2318,] 2013 1 3 1537 1500
## [2319,] 2013 1 3 1538 1530
## [2320,] 2013 1 3 1539 1533
## [2321,] 2013 1 3 1539 1515
## [2322,] 2013 1 3 1540 1528
## [2323,] 2013 1 3 1540 1540
## [2324,] 2013 1 3 1540 1545
## [2325,] 2013 1 3 1545 1540
## [2326,] 2013 1 3 1546 1545
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## [2330,] 2013 1 3 1548 1545
## [2331,] 2013 1 3 1549 1447
## [2332,] 2013 1 3 1549 1545
## [2333,] 2013 1 3 1550 1520
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## [2335,] 2013 1 3 1551 1550
## [2336,] 2013 1 3 1551 1602
## [2337,] 2013 1 3 1551 1600
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## [2348,] 2013 1 3 1600 1600
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## [2595,] 2013 1 3 2005 2005
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## [2597,] 2013 1 3 2007 1845
## [2598,] 2013 1 3 2008 1912
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## [2600,] 2013 1 3 2011 1947
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## [2689,] 2013 1 3 2349 2359
## [2690,] 2013 1 3 NA 645
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## [2693,] 2013 1 3 NA 835
## [2694,] 2013 1 3 NA 920
## [2695,] 2013 1 3 NA 1020
## [2696,] 2013 1 3 NA 1220
## [2697,] 2013 1 3 NA 630
## [2698,] 2013 1 3 NA 857
## [2699,] 2013 1 3 NA 645
## [2700,] 2013 1 4 25 2359
## [2701,] 2013 1 4 106 2245
## [2702,] 2013 1 4 456 500
## [2703,] 2013 1 4 520 525
## [2704,] 2013 1 4 531 530
## [2705,] 2013 1 4 546 540
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## [2727,] 2013 1 4 603 608
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## [2729,] 2013 1 4 604 610
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## [2752,] 2013 1 4 628 630
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## [2755,] 2013 1 4 629 633
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## [2773,] 2013 1 4 643 647
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## [2777,] 2013 1 4 650 655
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## [2786,] 2013 1 4 700 700
## [2787,] 2013 1 4 700 700
## [2788,] 2013 1 4 701 705
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## [2791,] 2013 1 4 703 700
## [2792,] 2013 1 4 704 705
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## [2795,] 2013 1 4 707 705
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## [2797,] 2013 1 4 708 715
## [2798,] 2013 1 4 710 710
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## [2800,] 2013 1 4 712 715
## [2801,] 2013 1 4 712 715
## [2802,] 2013 1 4 712 720
## [2803,] 2013 1 4 712 720
## [2804,] 2013 1 4 715 700
## [2805,] 2013 1 4 716 700
## [2806,] 2013 1 4 716 720
## [2807,] 2013 1 4 719 700
## [2808,] 2013 1 4 721 700
## [2809,] 2013 1 4 721 721
## [2810,] 2013 1 4 721 715
## [2811,] 2013 1 4 724 730
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## [2813,] 2013 1 4 725 725
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## [2815,] 2013 1 4 727 730
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## [2821,] 2013 1 4 735 737
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## [2831,] 2013 1 4 747 750
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## [2840,] 2013 1 4 756 800
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## [2842,] 2013 1 4 758 800
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## [2846,] 2013 1 4 800 759
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## [2868,] 2013 1 4 814 820
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## [2871,] 2013 1 4 818 822
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## [2887,] 2013 1 4 831 810
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## [2892,] 2013 1 4 835 841
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## [2897,] 2013 1 4 841 800
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## [2900,] 2013 1 4 843 850
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## [2902,] 2013 1 4 844 830
## [2903,] 2013 1 4 845 845
## [2904,] 2013 1 4 846 842
## [2905,] 2013 1 4 848 900
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## [2913,] 2013 1 4 854 900
## [2914,] 2013 1 4 856 859
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## [2916,] 2013 1 4 856 857
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## [2921,] 2013 1 4 858 900
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## [2923,] 2013 1 4 900 900
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## [2971,] 2013 1 4 957 959
## [2972,] 2013 1 4 958 1005
## [2973,] 2013 1 4 958 1000
## [2974,] 2013 1 4 1000 1000
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## [2996,] 2013 1 4 1033 1000
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## [3014,] 2013 1 4 1057 1100
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## [3040,] 2013 1 4 1130 1130
## [3041,] 2013 1 4 1131 1140
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## [3043,] 2013 1 4 1131 1125
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## [3053,] 2013 1 4 1146 1200
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## [3061,] 2013 1 4 1157 1200
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## [3063,] 2013 1 4 1201 1205
## [3064,] 2013 1 4 1201 1205
## [3065,] 2013 1 4 1202 1158
## [3066,] 2013 1 4 1205 1200
## [3067,] 2013 1 4 1206 1216
## [3068,] 2013 1 4 1215 1129
## [3069,] 2013 1 4 1215 1220
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## [3074,] 2013 1 4 1224 1230
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## [3076,] 2013 1 4 1231 1236
## [3077,] 2013 1 4 1231 1235
## [3078,] 2013 1 4 1232 1220
## [3079,] 2013 1 4 1235 1235
## [3080,] 2013 1 4 1237 1225
## [3081,] 2013 1 4 1238 1159
## [3082,] 2013 1 4 1238 1245
## [3083,] 2013 1 4 1238 1240
## [3084,] 2013 1 4 1240 1200
## [3085,] 2013 1 4 1243 1245
## [3086,] 2013 1 4 1243 1250
## [3087,] 2013 1 4 1243 1240
## [3088,] 2013 1 4 1243 1300
## [3089,] 2013 1 4 1243 1200
## [3090,] 2013 1 4 1248 1251
## [3091,] 2013 1 4 1249 1235
## [3092,] 2013 1 4 1252 1300
## [3093,] 2013 1 4 1253 1255
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## [3095,] 2013 1 4 1254 1253
## [3096,] 2013 1 4 1255 1300
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## [3098,] 2013 1 4 1257 1259
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## [3100,] 2013 1 4 1257 1259
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## [3102,] 2013 1 4 1259 1259
## [3103,] 2013 1 4 1300 1200
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## [3105,] 2013 1 4 1302 1230
## [3106,] 2013 1 4 1303 1250
## [3107,] 2013 1 4 1305 1030
## [3108,] 2013 1 4 1306 1300
## [3109,] 2013 1 4 1306 1308
## [3110,] 2013 1 4 1307 1305
## [3111,] 2013 1 4 1308 1301
## [3112,] 2013 1 4 1309 1315
## [3113,] 2013 1 4 1310 1315
## [3114,] 2013 1 4 1315 1315
## [3115,] 2013 1 4 1317 1155
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## [3128,] 2013 1 4 1334 1315
## [3129,] 2013 1 4 1340 1345
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## [3132,] 2013 1 4 1342 1330
## [3133,] 2013 1 4 1343 1218
## [3134,] 2013 1 4 1343 1341
## [3135,] 2013 1 4 1344 1345
## [3136,] 2013 1 4 1344 1350
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## [3141,] 2013 1 4 1351 1355
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## [3145,] 2013 1 4 1354 1400
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## [3149,] 2013 1 4 1404 1410
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## [3153,] 2013 1 4 1410 1410
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## [3161,] 2013 1 4 1428 1429
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## [4410,] 2013 1 6 737 740
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## [4413,] 2013 1 6 743 745
## [4414,] 2013 1 6 745 750
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## [4416,] 2013 1 6 746 630
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## [4564,] 2013 1 6 1039 1040
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## [4573,] 2013 1 6 1053 1100
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## [4576,] 2013 1 6 1059 929
## [4577,] 2013 1 6 1059 1100
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## [4579,] 2013 1 6 1100 1059
## [4580,] 2013 1 6 1102 1050
## [4581,] 2013 1 6 1107 1115
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## [4583,] 2013 1 6 1109 1114
## [4584,] 2013 1 6 1112 1115
## [4585,] 2013 1 6 1113 830
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## [4590,] 2013 1 6 1119 1118
## [4591,] 2013 1 6 1121 1130
## [4592,] 2013 1 6 1122 1125
## [4593,] 2013 1 6 1123 1125
## [4594,] 2013 1 6 1125 1130
## [4595,] 2013 1 6 1126 1130
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## [4599,] 2013 1 6 1131 1130
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## [4603,] 2013 1 6 1133 1123
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## [4614,] 2013 1 6 1153 1200
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## [4616,] 2013 1 6 1153 1125
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## [4621,] 2013 1 6 1158 1200
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## [4623,] 2013 1 6 1158 1200
## [4624,] 2013 1 6 1200 1200
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## [4627,] 2013 1 6 1203 1200
## [4628,] 2013 1 6 1204 1200
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## [4639,] 2013 1 6 1228 1230
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## [4643,] 2013 1 6 1232 1232
## [4644,] 2013 1 6 1234 1240
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## [4646,] 2013 1 6 1237 1245
## [4647,] 2013 1 6 1239 1240
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## [4649,] 2013 1 6 1242 920
## [4650,] 2013 1 6 1243 1250
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## [4652,] 2013 1 6 1244 1250
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## [4655,] 2013 1 6 1251 1245
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## [4674,] 2013 1 6 1314 1315
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## [4707,] 2013 1 6 1354 1355
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## [4709,] 2013 1 6 1356 1400
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## [6100,] 2013 1 8 454 500
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## [7370,] 2013 1 9 1200 1155
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## [7395,] 2013 1 9 1252 1300
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## [13383,] 2013 1 16 1037 1000
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## [13389,] 2013 1 16 1054 1100
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## [13397,] 2013 1 16 1106 1105
## [13398,] 2013 1 16 1106 1100
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## [13400,] 2013 1 16 1113 1115
## [13401,] 2013 1 16 1115 1000
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## [13407,] 2013 1 16 1121 920
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## [13432,] 2013 1 16 1151 1000
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## [13435,] 2013 1 16 1157 1200
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## [13437,] 2013 1 16 1159 955
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## [13439,] 2013 1 16 1200 1205
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## [13443,] 2013 1 16 1206 1200
## [13444,] 2013 1 16 1208 1150
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## [13449,] 2013 1 16 1213 1220
## [13450,] 2013 1 16 1214 1000
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## [13452,] 2013 1 16 1215 1134
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## [13454,] 2013 1 16 1219 1221
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## [13456,] 2013 1 16 1223 1220
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## [13460,] 2013 1 16 1235 1200
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## [13464,] 2013 1 16 1239 1240
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## [13471,] 2013 1 16 1245 1200
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## [13473,] 2013 1 16 1249 1251
## [13474,] 2013 1 16 1251 1300
## [13475,] 2013 1 16 1253 1255
## [13476,] 2013 1 16 1254 1250
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## [13478,] 2013 1 16 1256 1025
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## [13480,] 2013 1 16 1256 1235
## [13481,] 2013 1 16 1256 1259
## [13482,] 2013 1 16 1257 1250
## [13483,] 2013 1 16 1257 1200
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## [13486,] 2013 1 16 1259 1300
## [13487,] 2013 1 16 1259 1259
## [13488,] 2013 1 16 1300 1300
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## [13523,] 2013 1 16 1353 1400
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## [13527,] 2013 1 16 1358 1400
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## [13529,] 2013 1 16 1359 1400
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## [13532,] 2013 1 16 1400 1400
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## [13535,] 2013 1 16 1409 1415
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## [13554,] 2013 1 16 1439 1420
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## [13569,] 2013 1 16 1453 1500
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## [13577,] 2013 1 16 1458 1500
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## [13587,] 2013 1 16 1510 1510
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## [13769,] 2013 1 16 1825 1830
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## [13786,] 2013 1 16 1844 1850
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## [13788,] 2013 1 16 1847 1830
## [13789,] 2013 1 16 1848 1900
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## [13796,] 2013 1 16 1855 1900
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## [13857,] 2013 1 16 2002 2000
## [13858,] 2013 1 16 2002 1905
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## [13861,] 2013 1 16 2003 2001
## [13862,] 2013 1 16 2006 1659
## [13863,] 2013 1 16 2007 1730
## [13864,] 2013 1 16 2007 1930
## [13865,] 2013 1 16 2008 2005
## [13866,] 2013 1 16 2010 1815
## [13867,] 2013 1 16 2010 1800
## [13868,] 2013 1 16 2011 2000
## [13869,] 2013 1 16 2012 2000
## [13870,] 2013 1 16 2013 1505
## [13871,] 2013 1 16 2018 1929
## [13872,] 2013 1 16 2018 2030
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## [13896,] 2013 1 16 2101 1904
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## [13909,] 2013 1 16 2125 1947
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## [13924,] 2013 1 16 2151 2159
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## [13958,] 2013 1 16 NA 700
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## [13987,] 2013 1 16 NA 950
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## [18437,] 2013 1 22 853 900
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## [18439,] 2013 1 22 854 900
## [18440,] 2013 1 22 854 857
## [18441,] 2013 1 22 855 900
## [18442,] 2013 1 22 855 900
## [18443,] 2013 1 22 855 857
## [18444,] 2013 1 22 856 900
## [18445,] 2013 1 22 857 905
## [18446,] 2013 1 22 858 845
## [18447,] 2013 1 22 859 900
## [18448,] 2013 1 22 859 900
## [18449,] 2013 1 22 859 905
## [18450,] 2013 1 22 900 900
## [18451,] 2013 1 22 900 900
## [18452,] 2013 1 22 902 908
## [18453,] 2013 1 22 903 905
## [18454,] 2013 1 22 903 900
## [18455,] 2013 1 22 904 900
## [18456,] 2013 1 22 904 905
## [18457,] 2013 1 22 904 905
## [18458,] 2013 1 22 904 908
## [18459,] 2013 1 22 906 829
## [18460,] 2013 1 22 907 906
## [18461,] 2013 1 22 909 855
## [18462,] 2013 1 22 910 920
## [18463,] 2013 1 22 910 920
## [18464,] 2013 1 22 912 822
## [18465,] 2013 1 22 914 920
## [18466,] 2013 1 22 915 915
## [18467,] 2013 1 22 916 920
## [18468,] 2013 1 22 917 855
## [18469,] 2013 1 22 918 827
## [18470,] 2013 1 22 918 921
## [18471,] 2013 1 22 919 810
## [18472,] 2013 1 22 920 903
## [18473,] 2013 1 22 921 915
## [18474,] 2013 1 22 922 929
## [18475,] 2013 1 22 922 930
## [18476,] 2013 1 22 924 928
## [18477,] 2013 1 22 927 935
## [18478,] 2013 1 22 928 845
## [18479,] 2013 1 22 929 935
## [18480,] 2013 1 22 931 929
## [18481,] 2013 1 22 931 935
## [18482,] 2013 1 22 941 925
## [18483,] 2013 1 22 942 930
## [18484,] 2013 1 22 944 945
## [18485,] 2013 1 22 945 950
## [18486,] 2013 1 22 945 949
## [18487,] 2013 1 22 946 955
## [18488,] 2013 1 22 947 955
## [18489,] 2013 1 22 948 950
## [18490,] 2013 1 22 950 1000
## [18491,] 2013 1 22 952 1000
## [18492,] 2013 1 22 954 1000
## [18493,] 2013 1 22 954 1000
## [18494,] 2013 1 22 954 959
## [18495,] 2013 1 22 955 1000
## [18496,] 2013 1 22 956 1000
## [18497,] 2013 1 22 957 1000
## [18498,] 2013 1 22 957 959
## [18499,] 2013 1 22 957 959
## [18500,] 2013 1 22 959 1005
## [18501,] 2013 1 22 1000 959
## [18502,] 2013 1 22 1002 952
## [18503,] 2013 1 22 1005 1006
## [18504,] 2013 1 22 1009 1015
## [18505,] 2013 1 22 1011 1015
## [18506,] 2013 1 22 1011 1015
## [18507,] 2013 1 22 1012 1015
## [18508,] 2013 1 22 1018 1020
## [18509,] 2013 1 22 1019 1021
## [18510,] 2013 1 22 1026 1030
## [18511,] 2013 1 22 1027 1030
## [18512,] 2013 1 22 1030 1030
## [18513,] 2013 1 22 1031 1030
## [18514,] 2013 1 22 1031 1031
## [18515,] 2013 1 22 1035 1039
## [18516,] 2013 1 22 1038 1040
## [18517,] 2013 1 22 1038 1042
## [18518,] 2013 1 22 1041 1050
## [18519,] 2013 1 22 1041 1043
## [18520,] 2013 1 22 1043 1045
## [18521,] 2013 1 22 1045 1000
## [18522,] 2013 1 22 1046 1050
## [18523,] 2013 1 22 1046 1023
## [18524,] 2013 1 22 1047 1050
## [18525,] 2013 1 22 1050 1030
## [18526,] 2013 1 22 1052 1025
## [18527,] 2013 1 22 1052 1052
## [18528,] 2013 1 22 1052 1056
## [18529,] 2013 1 22 1053 1055
## [18530,] 2013 1 22 1055 1100
## [18531,] 2013 1 22 1055 1100
## [18532,] 2013 1 22 1058 1100
## [18533,] 2013 1 22 1059 1100
## [18534,] 2013 1 22 1101 1050
## [18535,] 2013 1 22 1102 1100
## [18536,] 2013 1 22 1104 1115
## [18537,] 2013 1 22 1105 1110
## [18538,] 2013 1 22 1105 1105
## [18539,] 2013 1 22 1109 1114
## [18540,] 2013 1 22 1109 1100
## [18541,] 2013 1 22 1110 924
## [18542,] 2013 1 22 1110 945
## [18543,] 2013 1 22 1115 951
## [18544,] 2013 1 22 1115 1032
## [18545,] 2013 1 22 1118 1125
## [18546,] 2013 1 22 1119 1116
## [18547,] 2013 1 22 1120 1121
## [18548,] 2013 1 22 1121 1114
## [18549,] 2013 1 22 1122 1130
## [18550,] 2013 1 22 1124 1125
## [18551,] 2013 1 22 1126 1130
## [18552,] 2013 1 22 1126 1129
## [18553,] 2013 1 22 1126 1130
## [18554,] 2013 1 22 1127 1135
## [18555,] 2013 1 22 1128 1125
## [18556,] 2013 1 22 1128 1115
## [18557,] 2013 1 22 1129 1129
## [18558,] 2013 1 22 1130 1115
## [18559,] 2013 1 22 1131 1015
## [18560,] 2013 1 22 1134 1130
## [18561,] 2013 1 22 1135 1140
## [18562,] 2013 1 22 1136 1120
## [18563,] 2013 1 22 1137 1133
## [18564,] 2013 1 22 1137 1140
## [18565,] 2013 1 22 1141 1144
## [18566,] 2013 1 22 1143 1145
## [18567,] 2013 1 22 1143 1145
## [18568,] 2013 1 22 1148 1150
## [18569,] 2013 1 22 1150 1155
## [18570,] 2013 1 22 1151 1130
## [18571,] 2013 1 22 1152 1155
## [18572,] 2013 1 22 1153 1200
## [18573,] 2013 1 22 1154 1200
## [18574,] 2013 1 22 1155 1200
## [18575,] 2013 1 22 1156 1205
## [18576,] 2013 1 22 1156 1200
## [18577,] 2013 1 22 1156 1205
## [18578,] 2013 1 22 1157 1200
## [18579,] 2013 1 22 1159 1200
## [18580,] 2013 1 22 1201 1200
## [18581,] 2013 1 22 1202 1145
## [18582,] 2013 1 22 1203 1134
## [18583,] 2013 1 22 1204 1200
## [18584,] 2013 1 22 1205 1100
## [18585,] 2013 1 22 1206 1100
## [18586,] 2013 1 22 1206 1006
## [18587,] 2013 1 22 1207 1215
## [18588,] 2013 1 22 1207 1210
## [18589,] 2013 1 22 1208 1205
## [18590,] 2013 1 22 1212 1212
## [18591,] 2013 1 22 1214 1220
## [18592,] 2013 1 22 1215 1218
## [18593,] 2013 1 22 1215 1200
## [18594,] 2013 1 22 1216 1221
## [18595,] 2013 1 22 1217 1221
## [18596,] 2013 1 22 1217 1200
## [18597,] 2013 1 22 1219 1100
## [18598,] 2013 1 22 1222 1220
## [18599,] 2013 1 22 1223 1230
## [18600,] 2013 1 22 1226 1220
## [18601,] 2013 1 22 1230 1235
## [18602,] 2013 1 22 1234 1240
## [18603,] 2013 1 22 1236 1140
## [18604,] 2013 1 22 1236 1235
## [18605,] 2013 1 22 1237 1240
## [18606,] 2013 1 22 1239 1250
## [18607,] 2013 1 22 1239 1245
## [18608,] 2013 1 22 1239 1010
## [18609,] 2013 1 22 1240 1230
## [18610,] 2013 1 22 1240 1245
## [18611,] 2013 1 22 1248 1250
## [18612,] 2013 1 22 1248 1200
## [18613,] 2013 1 22 1249 1250
## [18614,] 2013 1 22 1249 1245
## [18615,] 2013 1 22 1249 1253
## [18616,] 2013 1 22 1251 1300
## [18617,] 2013 1 22 1251 1240
## [18618,] 2013 1 22 1251 1300
## [18619,] 2013 1 22 1251 1300
## [18620,] 2013 1 22 1251 1200
## [18621,] 2013 1 22 1252 1251
## [18622,] 2013 1 22 1252 1255
## [18623,] 2013 1 22 1254 1259
## [18624,] 2013 1 22 1254 1300
## [18625,] 2013 1 22 1256 1308
## [18626,] 2013 1 22 1256 1300
## [18627,] 2013 1 22 1257 1300
## [18628,] 2013 1 22 1257 1200
## [18629,] 2013 1 22 1257 1301
## [18630,] 2013 1 22 1257 1300
## [18631,] 2013 1 22 1258 1259
## [18632,] 2013 1 22 1259 1300
## [18633,] 2013 1 22 1259 1259
## [18634,] 2013 1 22 1301 1300
## [18635,] 2013 1 22 1306 1315
## [18636,] 2013 1 22 1307 1315
## [18637,] 2013 1 22 1309 1315
## [18638,] 2013 1 22 1310 1144
## [18639,] 2013 1 22 1311 1245
## [18640,] 2013 1 22 1315 1315
## [18641,] 2013 1 22 1318 1310
## [18642,] 2013 1 22 1319 1320
## [18643,] 2013 1 22 1321 1320
## [18644,] 2013 1 22 1324 1330
## [18645,] 2013 1 22 1325 1330
## [18646,] 2013 1 22 1325 1330
## [18647,] 2013 1 22 1328 1320
## [18648,] 2013 1 22 1330 1329
## [18649,] 2013 1 22 1334 1325
## [18650,] 2013 1 22 1338 1322
## [18651,] 2013 1 22 1339 1350
## [18652,] 2013 1 22 1341 1345
## [18653,] 2013 1 22 1342 1350
## [18654,] 2013 1 22 1342 1330
## [18655,] 2013 1 22 1342 1350
## [18656,] 2013 1 22 1343 1345
## [18657,] 2013 1 22 1344 1350
## [18658,] 2013 1 22 1344 1345
## [18659,] 2013 1 22 1345 1345
## [18660,] 2013 1 22 1347 1250
## [18661,] 2013 1 22 1349 1400
## [18662,] 2013 1 22 1349 1350
## [18663,] 2013 1 22 1352 1325
## [18664,] 2013 1 22 1352 1400
## [18665,] 2013 1 22 1353 1357
## [18666,] 2013 1 22 1355 1400
## [18667,] 2013 1 22 1356 1359
## [18668,] 2013 1 22 1358 1405
## [18669,] 2013 1 22 1400 1410
## [18670,] 2013 1 22 1401 1345
## [18671,] 2013 1 22 1403 1320
## [18672,] 2013 1 22 1406 1335
## [18673,] 2013 1 22 1408 1350
## [18674,] 2013 1 22 1409 1355
## [18675,] 2013 1 22 1412 1329
## [18676,] 2013 1 22 1412 1359
## [18677,] 2013 1 22 1412 1416
## [18678,] 2013 1 22 1413 1415
## [18679,] 2013 1 22 1417 1420
## [18680,] 2013 1 22 1420 1416
## [18681,] 2013 1 22 1420 1429
## [18682,] 2013 1 22 1423 1324
## [18683,] 2013 1 22 1424 1430
## [18684,] 2013 1 22 1426 1425
## [18685,] 2013 1 22 1427 1436
## [18686,] 2013 1 22 1427 1341
## [18687,] 2013 1 22 1428 1435
## [18688,] 2013 1 22 1430 1415
## [18689,] 2013 1 22 1430 1435
## [18690,] 2013 1 22 1431 1435
## [18691,] 2013 1 22 1431 1355
## [18692,] 2013 1 22 1438 1429
## [18693,] 2013 1 22 1439 1440
## [18694,] 2013 1 22 1440 1430
## [18695,] 2013 1 22 1440 1445
## [18696,] 2013 1 22 1440 1445
## [18697,] 2013 1 22 1440 1446
## [18698,] 2013 1 22 1441 1444
## [18699,] 2013 1 22 1442 1415
## [18700,] 2013 1 22 1442 1444
## [18701,] 2013 1 22 1443 1440
## [18702,] 2013 1 22 1443 1440
## [18703,] 2013 1 22 1445 1445
## [18704,] 2013 1 22 1445 1459
## [18705,] 2013 1 22 1445 1450
## [18706,] 2013 1 22 1447 1450
## [18707,] 2013 1 22 1449 1452
## [18708,] 2013 1 22 1451 1447
## [18709,] 2013 1 22 1451 1456
## [18710,] 2013 1 22 1451 1455
## [18711,] 2013 1 22 1451 1455
## [18712,] 2013 1 22 1452 1420
## [18713,] 2013 1 22 1452 1500
## [18714,] 2013 1 22 1452 1445
## [18715,] 2013 1 22 1454 1459
## [18716,] 2013 1 22 1454 1500
## [18717,] 2013 1 22 1454 1440
## [18718,] 2013 1 22 1456 1459
## [18719,] 2013 1 22 1457 1500
## [18720,] 2013 1 22 1457 1459
## [18721,] 2013 1 22 1458 1500
## [18722,] 2013 1 22 1458 1459
## [18723,] 2013 1 22 1458 1357
## [18724,] 2013 1 22 1459 1459
## [18725,] 2013 1 22 1459 1500
## [18726,] 2013 1 22 1500 1450
## [18727,] 2013 1 22 1500 1459
## [18728,] 2013 1 22 1501 1505
## [18729,] 2013 1 22 1501 1505
## [18730,] 2013 1 22 1501 1445
## [18731,] 2013 1 22 1504 1510
## [18732,] 2013 1 22 1504 1510
## [18733,] 2013 1 22 1504 1505
## [18734,] 2013 1 22 1505 1455
## [18735,] 2013 1 22 1506 1510
## [18736,] 2013 1 22 1511 1509
## [18737,] 2013 1 22 1511 1450
## [18738,] 2013 1 22 1513 1520
## [18739,] 2013 1 22 1513 1515
## [18740,] 2013 1 22 1513 1457
## [18741,] 2013 1 22 1514 1415
## [18742,] 2013 1 22 1516 1455
## [18743,] 2013 1 22 1520 1510
## [18744,] 2013 1 22 1521 1530
## [18745,] 2013 1 22 1523 1530
## [18746,] 2013 1 22 1524 1500
## [18747,] 2013 1 22 1524 1525
## [18748,] 2013 1 22 1526 1530
## [18749,] 2013 1 22 1529 1535
## [18750,] 2013 1 22 1530 1530
## [18751,] 2013 1 22 1530 1529
## [18752,] 2013 1 22 1532 1535
## [18753,] 2013 1 22 1533 1510
## [18754,] 2013 1 22 1534 1517
## [18755,] 2013 1 22 1535 1504
## [18756,] 2013 1 22 1537 1540
## [18757,] 2013 1 22 1538 1528
## [18758,] 2013 1 22 1538 1500
## [18759,] 2013 1 22 1538 1540
## [18760,] 2013 1 22 1539 1540
## [18761,] 2013 1 22 1541 1530
## [18762,] 2013 1 22 1543 1545
## [18763,] 2013 1 22 1544 1555
## [18764,] 2013 1 22 1544 1545
## [18765,] 2013 1 22 1545 1550
## [18766,] 2013 1 22 1546 1545
## [18767,] 2013 1 22 1546 1555
## [18768,] 2013 1 22 1547 1548
## [18769,] 2013 1 22 1548 1540
## [18770,] 2013 1 22 1548 1550
## [18771,] 2013 1 22 1548 1549
## [18772,] 2013 1 22 1549 1530
## [18773,] 2013 1 22 1550 1420
## [18774,] 2013 1 22 1551 1550
## [18775,] 2013 1 22 1554 1555
## [18776,] 2013 1 22 1555 1527
## [18777,] 2013 1 22 1555 1605
## [18778,] 2013 1 22 1556 1600
## [18779,] 2013 1 22 1557 1442
## [18780,] 2013 1 22 1558 1600
## [18781,] 2013 1 22 1558 1600
## [18782,] 2013 1 22 1559 1605
## [18783,] 2013 1 22 1559 1600
## [18784,] 2013 1 22 1559 1550
## [18785,] 2013 1 22 1559 1555
## [18786,] 2013 1 22 1559 1600
## [18787,] 2013 1 22 1603 1605
## [18788,] 2013 1 22 1604 1605
## [18789,] 2013 1 22 1605 1545
## [18790,] 2013 1 22 1607 1600
## [18791,] 2013 1 22 1608 1540
## [18792,] 2013 1 22 1608 1610
## [18793,] 2013 1 22 1609 1550
## [18794,] 2013 1 22 1610 1600
## [18795,] 2013 1 22 1610 1545
## [18796,] 2013 1 22 1612 1522
## [18797,] 2013 1 22 1612 1610
## [18798,] 2013 1 22 1614 1610
## [18799,] 2013 1 22 1614 1615
## [18800,] 2013 1 22 1614 1600
## [18801,] 2013 1 22 1615 1600
## [18802,] 2013 1 22 1615 1615
## [18803,] 2013 1 22 1616 1555
## [18804,] 2013 1 22 1618 1600
## [18805,] 2013 1 22 1619 1610
## [18806,] 2013 1 22 1622 1625
## [18807,] 2013 1 22 1624 1620
## [18808,] 2013 1 22 1625 1625
## [18809,] 2013 1 22 1626 1630
## [18810,] 2013 1 22 1626 1630
## [18811,] 2013 1 22 1627 1600
## [18812,] 2013 1 22 1627 1630
## [18813,] 2013 1 22 1627 1629
## [18814,] 2013 1 22 1630 1500
## [18815,] 2013 1 22 1631 1600
## [18816,] 2013 1 22 1631 1635
## [18817,] 2013 1 22 1632 1635
## [18818,] 2013 1 22 1632 1640
## [18819,] 2013 1 22 1633 1635
## [18820,] 2013 1 22 1635 1600
## [18821,] 2013 1 22 1636 1645
## [18822,] 2013 1 22 1637 1616
## [18823,] 2013 1 22 1637 1619
## [18824,] 2013 1 22 1640 1645
## [18825,] 2013 1 22 1640 1640
## [18826,] 2013 1 22 1640 1635
## [18827,] 2013 1 22 1641 1620
## [18828,] 2013 1 22 1642 1630
## [18829,] 2013 1 22 1645 1645
## [18830,] 2013 1 22 1645 1650
## [18831,] 2013 1 22 1647 1650
## [18832,] 2013 1 22 1649 1650
## [18833,] 2013 1 22 1649 1615
## [18834,] 2013 1 22 1653 1655
## [18835,] 2013 1 22 1653 1600
## [18836,] 2013 1 22 1654 1700
## [18837,] 2013 1 22 1654 1700
## [18838,] 2013 1 22 1654 1700
## [18839,] 2013 1 22 1654 1700
## [18840,] 2013 1 22 1655 1700
## [18841,] 2013 1 22 1655 1700
## [18842,] 2013 1 22 1656 1635
## [18843,] 2013 1 22 1656 1700
## [18844,] 2013 1 22 1656 1655
## [18845,] 2013 1 22 1657 1700
## [18846,] 2013 1 22 1658 1700
## [18847,] 2013 1 22 1659 1629
## [18848,] 2013 1 22 1659 1705
## [18849,] 2013 1 22 1700 1515
## [18850,] 2013 1 22 1706 1708
## [18851,] 2013 1 22 1706 1700
## [18852,] 2013 1 22 1708 1710
## [18853,] 2013 1 22 1709 1700
## [18854,] 2013 1 22 1709 1719
## [18855,] 2013 1 22 1711 1715
## [18856,] 2013 1 22 1713 1720
## [18857,] 2013 1 22 1713 1706
## [18858,] 2013 1 22 1713 1640
## [18859,] 2013 1 22 1716 1628
## [18860,] 2013 1 22 1717 1720
## [18861,] 2013 1 22 1719 1700
## [18862,] 2013 1 22 1719 1725
## [18863,] 2013 1 22 1719 1710
## [18864,] 2013 1 22 1720 1710
## [18865,] 2013 1 22 1720 1705
## [18866,] 2013 1 22 1720 1725
## [18867,] 2013 1 22 1721 1725
## [18868,] 2013 1 22 1722 1730
## [18869,] 2013 1 22 1722 1725
## [18870,] 2013 1 22 1723 1645
## [18871,] 2013 1 22 1725 1725
## [18872,] 2013 1 22 1726 1729
## [18873,] 2013 1 22 1728 1729
## [18874,] 2013 1 22 1728 1520
## [18875,] 2013 1 22 1728 1659
## [18876,] 2013 1 22 1729 1635
## [18877,] 2013 1 22 1730 1734
## [18878,] 2013 1 22 1732 1705
## [18879,] 2013 1 22 1733 1730
## [18880,] 2013 1 22 1733 1545
## [18881,] 2013 1 22 1734 1630
## [18882,] 2013 1 22 1735 1705
## [18883,] 2013 1 22 1736 1705
## [18884,] 2013 1 22 1737 1730
## [18885,] 2013 1 22 1737 1745
## [18886,] 2013 1 22 1739 1730
## [18887,] 2013 1 22 1739 1602
## [18888,] 2013 1 22 1739 1725
## [18889,] 2013 1 22 1741 1715
## [18890,] 2013 1 22 1741 1745
## [18891,] 2013 1 22 1742 1645
## [18892,] 2013 1 22 1742 1720
## [18893,] 2013 1 22 1742 1750
## [18894,] 2013 1 22 1743 1659
## [18895,] 2013 1 22 1743 1745
## [18896,] 2013 1 22 1744 1753
## [18897,] 2013 1 22 1744 1727
## [18898,] 2013 1 22 1745 1745
## [18899,] 2013 1 22 1745 1745
## [18900,] 2013 1 22 1747 1750
## [18901,] 2013 1 22 1747 1755
## [18902,] 2013 1 22 1749 1755
## [18903,] 2013 1 22 1750 1735
## [18904,] 2013 1 22 1750 1800
## [18905,] 2013 1 22 1754 1800
## [18906,] 2013 1 22 1755 1619
## [18907,] 2013 1 22 1755 1800
## [18908,] 2013 1 22 1756 1700
## [18909,] 2013 1 22 1758 1500
## [18910,] 2013 1 22 1758 1800
## [18911,] 2013 1 22 1759 1800
## [18912,] 2013 1 22 1800 1635
## [18913,] 2013 1 22 1800 1800
## [18914,] 2013 1 22 1800 1735
## [18915,] 2013 1 22 1805 1810
## [18916,] 2013 1 22 1806 1703
## [18917,] 2013 1 22 1808 1815
## [18918,] 2013 1 22 1808 1810
## [18919,] 2013 1 22 1808 1808
## [18920,] 2013 1 22 1809 1815
## [18921,] 2013 1 22 1809 1810
## [18922,] 2013 1 22 1811 1800
## [18923,] 2013 1 22 1813 1815
## [18924,] 2013 1 22 1813 1820
## [18925,] 2013 1 22 1815 1820
## [18926,] 2013 1 22 1817 1720
## [18927,] 2013 1 22 1819 1722
## [18928,] 2013 1 22 1820 1827
## [18929,] 2013 1 22 1822 1819
## [18930,] 2013 1 22 1824 1727
## [18931,] 2013 1 22 1824 1830
## [18932,] 2013 1 22 1825 1810
## [18933,] 2013 1 22 1825 1445
## [18934,] 2013 1 22 1826 1815
## [18935,] 2013 1 22 1828 1800
## [18936,] 2013 1 22 1829 1835
## [18937,] 2013 1 22 1829 1758
## [18938,] 2013 1 22 1831 1835
## [18939,] 2013 1 22 1832 1810
## [18940,] 2013 1 22 1832 1745
## [18941,] 2013 1 22 1833 1730
## [18942,] 2013 1 22 1834 1640
## [18943,] 2013 1 22 1839 1846
## [18944,] 2013 1 22 1840 1530
## [18945,] 2013 1 22 1840 1850
## [18946,] 2013 1 22 1841 1840
## [18947,] 2013 1 22 1841 1830
## [18948,] 2013 1 22 1842 1845
## [18949,] 2013 1 22 1842 1835
## [18950,] 2013 1 22 1843 1850
## [18951,] 2013 1 22 1844 1729
## [18952,] 2013 1 22 1846 1629
## [18953,] 2013 1 22 1846 1800
## [18954,] 2013 1 22 1847 1815
## [18955,] 2013 1 22 1848 1855
## [18956,] 2013 1 22 1848 1900
## [18957,] 2013 1 22 1849 1855
## [18958,] 2013 1 22 1852 1855
## [18959,] 2013 1 22 1853 1815
## [18960,] 2013 1 22 1854 1900
## [18961,] 2013 1 22 1855 1900
## [18962,] 2013 1 22 1855 1850
## [18963,] 2013 1 22 1858 1820
## [18964,] 2013 1 22 1859 1900
## [18965,] 2013 1 22 1859 1805
## [18966,] 2013 1 22 1900 1900
## [18967,] 2013 1 22 1902 1808
## [18968,] 2013 1 22 1903 1905
## [18969,] 2013 1 22 1905 1825
## [18970,] 2013 1 22 1906 1915
## [18971,] 2013 1 22 1907 1900
## [18972,] 2013 1 22 1908 1730
## [18973,] 2013 1 22 1908 1910
## [18974,] 2013 1 22 1912 1920
## [18975,] 2013 1 22 1915 1915
## [18976,] 2013 1 22 1916 1810
## [18977,] 2013 1 22 1917 1830
## [18978,] 2013 1 22 1919 1920
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## [18982,] 2013 1 22 1923 1635
## [18983,] 2013 1 22 1924 1840
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## [18986,] 2013 1 22 1934 1930
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## [18988,] 2013 1 22 1935 1859
## [18989,] 2013 1 22 1936 1940
## [18990,] 2013 1 22 1937 1915
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## [18992,] 2013 1 22 1939 1830
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## [ reached getOption("max.print") -- omitted 316777 rows ]- Which airports had the most number of flights that were delayed by more than 10 minute in 2013? (You can show a table with the counts of flights delayed by more than 10 minutes from each origin that is sorted in descending order of the count)
library(nycflights13)
origin_countdelays <- data.frame(origin_apt = c("EWR","JFK","LGA"),countdelays = c(nrow(filter(flights,origin=='EWR' & dep_delay>10)),nrow(filter(flights,origin=='JFK' & dep_delay>10)),nrow(filter(flights,origin=='LGA' & dep_delay>10))));
origin_countdelaysarrange(origin_countdelays,desc(countdelays)); print ("EWR had the most delays < 10 min")## [1] "EWR had the most delays < 10 min"- Create a new variable
timeLostInAirthat is the difference between arrival delay and departure delay. Save this to a variable.
dflights <- flights %>%
mutate(timeLostInAir = arr_delay - dep_delay) %>%
select(2:3,carrier,flight,timeLostInAir)
select(dflights,timeLostInAir)- Use the tibble saved in task 4 to find the flight that lost the most amount of time while in air
dflights %>%
filter(timeLostInAir == max(timeLostInAir,na.rm = T))- Use the tibble saved in task 4 to show the top 5 carriers in the terms of
timeLostInAir
dflights %>%
group_by(carrier) %>%
mutate(carrier_avg = mean(timeLostInAir,na.rm = T)) %>%
select(carrier,carrier_avg) %>%
unique() %>%
arrange(desc(carrier_avg)) %>%
head(5)- Do you think that
timeLostInAiris a useful variable to continue exploring based on the last 3 tasks?
It’s fine. All carriers seem to have similar histograms, so I’d have to explore deeper to see whether they tell us much
ggplot(dflights,mapping = aes(timeLostInAir,na.rm=T)) +
geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 9430 rows containing non-finite values (stat_bin).
dflights %>%
group_by(carrier) %>%
mutate(carrier_avg = mean(timeLostInAir,na.rm = T)) %>%
select(carrier,carrier_avg) %>%
unique() %>%
arrange(desc(carrier_avg))dflights %>%
group_by(carrier) %>%
ggplot(aes(timeLostInAir)) +
geom_histogram() +
facet_wrap(~ carrier)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 9430 rows containing non-finite values (stat_bin).
Day 3
- Convert the
destvariable in the flights tibble to a factor using themutate()and pipe it to anstr()function to see that thedestvariable is now marked as a factor. (The task is to change thedestvariable, not add a new column to the tibble)
library(tidyverse);library(nycflights13)
flights %>%
mutate(dest = as.factor(dest)) %>%
str()## Classes 'tbl_df', 'tbl' and 'data.frame': 336776 obs. of 19 variables:
## $ year : int 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 ...
## $ month : int 1 1 1 1 1 1 1 1 1 1 ...
## $ day : int 1 1 1 1 1 1 1 1 1 1 ...
## $ dep_time : int 517 533 542 544 554 554 555 557 557 558 ...
## $ sched_dep_time: int 515 529 540 545 600 558 600 600 600 600 ...
## $ dep_delay : num 2 4 2 -1 -6 -4 -5 -3 -3 -2 ...
## $ arr_time : int 830 850 923 1004 812 740 913 709 838 753 ...
## $ sched_arr_time: int 819 830 850 1022 837 728 854 723 846 745 ...
## $ arr_delay : num 11 20 33 -18 -25 12 19 -14 -8 8 ...
## $ carrier : chr "UA" "UA" "AA" "B6" ...
## $ flight : int 1545 1714 1141 725 461 1696 507 5708 79 301 ...
## $ tailnum : chr "N14228" "N24211" "N619AA" "N804JB" ...
## $ origin : chr "EWR" "LGA" "JFK" "JFK" ...
## $ dest : Factor w/ 105 levels "ABQ","ACK","ALB",..: 44 44 59 13 5 70 36 43 55 70 ...
## $ air_time : num 227 227 160 183 116 150 158 53 140 138 ...
## $ distance : num 1400 1416 1089 1576 762 ...
## $ hour : num 5 5 5 5 6 5 6 6 6 6 ...
## $ minute : num 15 29 40 45 0 58 0 0 0 0 ...
## $ time_hour : POSIXct, format: "2013-01-01 05:00:00" "2013-01-01 05:00:00" ...- Use
mutate()along withrecode()to recode the origin column as follows: JFK to John F Kennedy, LGA to La Guardia, leave EWR as is. Read the documentation for recode on tidyverse to understand its implementation.
flights %>%
mutate(origin = recode(origin, 'JFK' = 'John F Kennedy','LGA' = 'La Guardia')) - Repeat task 2 but this time use
mutate()along withcase_when(). If you have further questions post on slack.
flights %>%
mutate(origin = case_when(origin == 'JFK' ~ 'John F Kennedy'
,origin == 'LGA' ~ 'La Guardia'
,origin == 'EWR' ~ 'EWR'))- Based on the flights 2013 data, which are the worst 5 destinations in terms of arrival delay?
flights %>%
group_by(dest) %>%
summarise(mean_arr_delay = mean(arr_delay,na.rm = T)) %>%
arrange(desc(mean_arr_delay)) %>%
top_n(5)## Selecting by mean_arr_delayDay 4
- Use a ggplot chart(s) (of your choice) to show the carriers that made up the most of amount of time in terms of departure delays. Say a flight is departs 10 minutes late but lands only 2 minutes late then
timeMadeUp= 8, similarly if a flight that departs 20 minutes late but lands say 10 minutes early, thentimeMadeUp= 30. (Only look at flights that were delayed for this, we are not interested in flights that departed early or on time.)
flights %>%
filter(dep_delay > 0) %>%
mutate(timeMadeUp = dep_delay - arr_delay) %>%
group_by(carrier) %>%
summarize(mean_timemadeup = mean(timeMadeUp,na.rm = T)) %>%
ggplot(mapping = aes(x=carrier,y=mean_timemadeup,na.rm=T)) +
geom_col()
- Use a ggplot chart(s) (of your choice) to show the relationship between flight distance and arrival delay. (The flight distances are about the same for every flight, so you could consider using it as a group to summarise the data)
flights %>%
filter(dep_delay > 0) %>%
group_by(origin,dest) %>%
summarize(meanDist = mean(distance,na.rm = T),mean_arr_delay = mean(arr_delay,na.rm = T)) %>%
ggplot(mapping = aes(x=meanDist,y=mean_arr_delay,na.rm=T)) +
geom_point() +
geom_smooth(method = lm)
Day 5
- Look at the documentation of
facet_grid()and create a histogram for departure delay each combination of origin and carrier.
flights %>%
## group_by(origin,carrier) %>%
ggplot(aes(dep_delay,na.rm = T)) +
geom_histogram() +
facet_grid(rows = vars(carrier),cols = vars(origin))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 8255 rows containing non-finite values (stat_bin).
?facet_grid## starting httpd help server ...## doneDay 6
- Pick any chart you have made so far and make it publication ready
- Add labels and titles
- Add the following subtitle to it: “A chart I made for the daily tasks”
- Try out a new theme from the ggthemes package
flights %>%
filter(dep_delay > 0) %>%
group_by(origin,dest) %>%
summarize(meanDist = mean(distance,na.rm = T),mean_arr_delay = mean(arr_delay,na.rm = T)) %>%
ggplot(mapping = aes(x=meanDist,y=mean_arr_delay,na.rm=T)) +
geom_point() +
geom_smooth(method = lm) +
labs(title = 'Pack one less sudoku for your Australia flight than planned',
subtitle = 'A chart I made for the daily tasks',
x = 'Flight distance in miles',y = 'Mean arrival delay in minutes') +
ggthemes::theme_economist()
- Save this chart and share it on #general channel on slack
ggsave('a_saved_chart.png')## Saving 7 x 5 in image- Preview this notebook and push your changes to github. Share the link with me (personally on Slack) before 6:00 PM EST, Tuesday, April 2nd